{"schema_version":"papers/paper-detail-v1","title":"TADDLE: A Tool-Augmented Agent for Detecting Deficient LLM-Generated Peer Reviews","surface":"papers","opportunity_kernel":{"paper_id":"c8eb8c5d-f887-437e-920e-7dea8511e76c","title":"TADDLE: A Tool-Augmented Agent for Detecting Deficient LLM-Generated Peer Reviews","authors":["Hanqi Duan","Xiang Li"],"arxiv_id":"2605.26911v1","doi":null,"published_at":"2026-05-26T12:07:44.000Z","score_object":{"overall":{"value":8,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-27T20:10:21.135Z","fresh_until":"2026-06-26T20:10:21.135Z","is_stale":false,"source_count":1,"missingness":[]},"technical":{"value":1.4,"scale":"0-10","confidence":0.55,"confidence_reason":"Backfilled from paper_extraction_scorecards.reconstruction_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-27T20:12:11.208Z","fresh_until":"2026-06-10T20:12:11.208Z","is_stale":false,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":5,"scale":"0-10","confidence":0.75,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-27T20:10:21.135Z","fresh_until":"2026-06-26T20:10:21.135Z","is_stale":false,"source_count":2,"missingness":[]},"market":{"value":5.5,"scale":"0-10","confidence":0.45,"confidence_reason":"Heuristic market score materialized from paper metadata, repo availability, and deployability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-27T20:28:59.944Z","fresh_until":"2026-06-10T20:28:59.944Z","is_stale":false,"source_count":1,"missingness":[]},"team":{"value":2.5,"scale":"0-10","confidence":0.28,"confidence_reason":"Heuristic fallback from paper author count.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-27T20:10:21.135Z","fresh_until":"2026-06-10T20:10:21.135Z","is_stale":false,"source_count":1,"missingness":["paper_author_affiliations"]},"methodology":{"value":4.3,"scale":"0-10","confidence":0.82,"confidence_reason":"Backfilled from paper_extraction_scorecards.total_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-27T20:12:11.208Z","fresh_until":"2026-06-26T20:12:11.208Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"fresh","proof_status":"unverified","repo_status":"active","references_count":0,"source_count":4,"coverage":0.6667,"missingness":["references","proof_status"],"unresolved_unknowns":["proof verification has not been recorded yet"],"last_verification_at":"2026-05-27T20:28:59.944Z"},"lineage_hash":"2961a700bffdee5de762791e39b6afa666761d4f2535257fee6915fc3d92e2b5"},"distribution":null,"replication_evidence":[],"author_dna":[]}